library(keras)
library(rjson)
library(magick)
Linking to ImageMagick 6.9.9.38
Enabled features: cairo, fontconfig, freetype, fftw, ghostscript, lcms, pango, rsvg, webp, x11
Disabled features:
library(purrr)
library(tibble)
library(tidyr)
library(dplyr)
Attaching package: ‘dplyr’
The following objects are masked from ‘package:stats’:
filter, lag
The following objects are masked from ‘package:base’:
intersect, setdiff, setequal, union
library(ggplot2)
Use suppressPackageStartupMessages() to eliminate package startup messages.
library(stringr)
use_session_with_seed(7777, disable_gpu = FALSE, disable_parallel_cpu = FALSE)
2018-11-29 20:59:49.291996: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:993] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
2018-11-29 20:59:49.292783: I tensorflow/compiler/xla/service/service.cc:149] XLA service 0x558445b9ca70 executing computations on platform CUDA. Devices:
2018-11-29 20:59:49.292817: I tensorflow/compiler/xla/service/service.cc:157] StreamExecutor device (0): Quadro M2200, Compute Capability 5.2
2018-11-29 20:59:49.293009: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 0 with properties:
name: Quadro M2200 major: 5 minor: 2 memoryClockRate(GHz): 1.036
pciBusID: 0000:01:00.0
totalMemory: 3.94GiB freeMemory: 3.75GiB
2018-11-29 20:59:49.293020: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0
2018-11-29 20:59:49.571337: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
2018-11-29 20:59:49.571361: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0
2018-11-29 20:59:49.571367: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N
2018-11-29 20:59:49.571495: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 3478 MB memory) -> physical GPU (device: 0, name: Quadro M2200, pci bus id: 0000:01:00.0, compute capability: 5.2)
Set session seed to 7777
We’ll be using images and annotations from the Pascal VOC dataset. The images are here
img_dir <- "data/VOCdevkit/VOC2007/JPEGImages"
and the annotations are here
annot_file <- "data/pascal_train2007.json"
Now, the annotations contain information about three types of things we’re interested in.
annotations <- fromJSON(file = annot_file)
str(annotations, max.level = 1)
List of 4
$ images :List of 2501
$ type : chr "instances"
$ annotations:List of 7844
$ categories :List of 20
First, we need the characteristics of the image itself (height and width) and where it’s stored. Not surprisingly, here it’s one entry per image.
imageinfo <- annotations$images %>% {
tibble(
id = map_dbl(., "id"),
file_name = map_chr(., "file_name"),
image_height = map_dbl(., "height"),
image_width = map_dbl(., "width")
)
}
imageinfo
Then, object class ids and bounding box coordinates. There may be multiple of these per image.
boxinfo <- annotations$annotations %>% {
tibble(
image_id = map_dbl(., "image_id"),
category_id = map_dbl(., "category_id"),
bbox = map(., "bbox")
)
}
boxinfo
The bounding boxes are now stored in a list column and need to be unpacked.
boxinfo <- boxinfo %>%
mutate(bbox = unlist(map(.$bbox, function(x) paste(x, collapse = " "))))
boxinfo <- boxinfo %>%
separate(bbox, into = c("x_left", "y_top", "bbox_width", "bbox_height"))
boxinfo <- boxinfo %>% mutate_all(as.numeric)
boxinfo
Now we have x_left and y_top coordinates, as well as width and height. We will mostly be working with corner coordinates, so we create the missing x_right and y_top.
As usual in image processing, the y axis starts from the top.
boxinfo <- boxinfo %>%
mutate(y_bottom = y_top + bbox_height - 1, x_right = x_left + bbox_width - 1)
boxinfo
Finally, we still need to match class ids to class names.
catinfo <- annotations$categories %>% {
tibble(id = map_dbl(., "id"), name = map_chr(., "name"))
}
catinfo
Store a shortcut:
classes <- catinfo$name
So, putting it all together:
imageinfo <- imageinfo %>%
inner_join(boxinfo, by = c("id" = "image_id")) %>%
inner_join(catinfo, by = c("category_id" = "id"))
imageinfo
Note that here still, we have several entries per image, each annotated object occupying its own row.
Soon, we’ll run these images through a model that takes a resolution of 224x224. The bounding box coordinates need to be re-scaled to that size.
target_height <- 224
target_width <- 224
imageinfo <- imageinfo %>% mutate(
x_left_scaled = (x_left / image_width * target_width) %>% round(),
x_right_scaled = (x_right / image_width * target_width) %>% round(),
y_top_scaled = (y_top / image_height * target_height) %>% round(),
y_bottom_scaled = (y_bottom / image_height * target_height) %>% round(),
bbox_width_scaled = (bbox_width / image_width * target_width) %>% round(),
bbox_height_scaled = (bbox_height / image_height * target_height) %>% round()
)
imageinfo
We’re ready. Let’s take a glance at our data. Picking one of the early entries and displaying the original image together with the object annotation yields
img_data <- imageinfo[4,]
img <- image_read(file.path(img_dir, img_data$file_name))
img <- image_draw(img)
rect(
img_data$x_left,
img_data$y_bottom,
img_data$x_right,
img_data$y_top,
border = "white",
lwd = 2
)
text(
img_data$x_left,
img_data$y_top,
img_data$name,
offset = 1,
pos = 2,
cex = 1.5,
col = "white"
)
dev.off()
null device
1
We’ll first do classification and localization of a single object, but as this is a multi-object dataset, we need to zoom in on one. A reasonable strategy seems to be choosing the object with the largest ground truth bounding box.
Note: We should be prepared that performance will be worse than had we chosen a single-object dataset, because this dataset does contain multiple salient objects in an image.
imageinfo <- imageinfo %>% mutate(area = bbox_width_scaled * bbox_height_scaled)
imageinfo_maxbb <- imageinfo %>%
group_by(id) %>%
filter(which.max(area) == row_number())
imageinfo_maxbb
Time for action! Split the dataset (imageinfo_maxbb) into 80% training and 20% validation.
n_samples <- nrow(imageinfo_maxbb)
train_indices <- sample(1:n_samples, 0.8 * n_samples)
train_data <- imageinfo_maxbb[train_indices,]
validation_data <- imageinfo_maxbb[-train_indices,]
We start with classification and then look at localization.
Here’s a simple generator that delivers images as well as the corresponding targets in a stream. Later we’ll adapt this to more complex tasks.
Note how the targets are not one-hot-encoded, but integers - keras can handle provided we use the appropriate loss function later.
batch_size <- 2
# this preprocessing function will be called from the generator
load_and_preprocess_image <- function(image_name, target_height, target_width) {
img_array <- image_load(
file.path(img_dir, image_name),
target_size = c(target_height, target_width)
) %>%
image_to_array() %>%
xception_preprocess_input()
dim(img_array) <- c(1, dim(img_array))
img_array
}
# generator function
# can deliver both shuffled as well as non-shuffled data
# returns images and targets (classes) in a list
classification_generator <-
function(data,
target_height,
target_width,
shuffle,
batch_size) {
i <- 1
function() {
if (shuffle) {
indices <- sample(1:nrow(data), size = batch_size)
} else {
if (i + batch_size >= nrow(data))
i <<- 1
indices <- c(i:min(i + batch_size - 1, nrow(data)))
i <<- i + length(indices)
}
x <-
array(0, dim = c(length(indices), target_height, target_width, 3))
y <- array(0, dim = c(length(indices), 1))
for (j in 1:length(indices)) {
x[j, , , ] <-
load_and_preprocess_image(data[[indices[j], "file_name"]],
target_height, target_width)
y[j, ] <-
data[[indices[j], "category_id"]] - 1
}
x <- x / 255
list(x, y)
}
}
# training generator
train_gen <- classification_generator(
train_data,
target_height = target_height,
target_width = target_width,
shuffle = TRUE,
batch_size = batch_size
)
# validation generator
valid_gen <- classification_generator(
validation_data,
target_height = target_height,
target_width = target_width,
shuffle = FALSE,
batch_size = batch_size
)
Here’s the model for single-object classification.
feature_extractor <-
application_xception(
include_top = FALSE,
input_shape = c(224, 224, 3),
pooling = NULL
)
Using TensorFlow backend.
WARNING:tensorflow:From /home/key/anaconda3/envs/tf-master-1111/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
feature_extractor %>% freeze_weights()
model <- keras_model_sequential() %>%
feature_extractor %>%
layer_flatten() %>%
layer_batch_normalization() %>%
layer_dropout(rate = 0.25) %>%
layer_dense(units = 512, activation = "relu") %>%
layer_batch_normalization() %>%
layer_dropout(rate = 0.25) %>%
layer_dense(units = 20, activation = "softmax")
model %>% compile(
optimizer = "adam",
loss = "sparse_categorical_crossentropy",
metrics = list("accuracy")
)
We will skip actually training the model as this would take too long. Instead please go on to the first exercise in 2_objectdetection_quizzes.Rmd.
Here, however, is the training code for further reference.
model %>% fit_generator(
train_gen,
epochs = 20,
steps_per_epoch = nrow(train_data) / batch_size,
validation_data = valid_gen,
validation_steps = nrow(validation_data) / batch_size,
callbacks = list(
callback_early_stopping(patience = 2)
)
)
Same as above, here is the code for prediction for further reference.
model %>% predict(load_and_preprocess_image(
train_data$file_name[1],
target_height, target_width)
)
Now go to 2_objectdetection_quizzes.Rmd and look at quiz 1 please.
On to working with a single object again, and a new task: localization.
Let’s start with the model this time, so it’s clear what the generator has to deliver.
First, code the feature extractor, and freeze its weights. We use Xception, as before. However, there’s an important difference here: We want to keep all spatial information from the before-last layer, so don’t do any pooling or flattening.
feature_extractor <- application_xception(
include_top = FALSE,
input_shape = c(224, 224, 3)
)
feature_extractor %>% freeze_weights()
Now we append a custom head. At the output layer, you want to have 4 units, one for each bounding box coordinate.
model <- keras_model_sequential() %>%
feature_extractor %>%
layer_flatten() %>%
layer_batch_normalization() %>%
layer_dropout(rate = 0.25) %>%
layer_dense(units = 512, activation = "relu") %>%
layer_batch_normalization() %>%
layer_dropout(rate = 0.5) %>%
layer_dense(units = 4)
For the cost function, choose a loss common in regression. In addition, we’d like to keep track of (= use as a custom metric) a more tangible quantity: How much do estimate and ground truth overlap?
Overlap is usually measured as Intersection over Union, or Jaccard distance. Intersection over Union is exactly what it says, a ratio between space shared by the objects and space occupied when we take them together.
Here is an implementation. Use this as an additional metric when compiling the model (hint: wrap it in custom_metric):
metric_iou <- function(y_true, y_pred) {
# order is [x_left, y_top, x_right, y_bottom]
intersection_xmin <- k_maximum(y_true[ ,1], y_pred[ ,1])
intersection_ymin <- k_maximum(y_true[ ,2], y_pred[ ,2])
intersection_xmax <- k_minimum(y_true[ ,3], y_pred[ ,3])
intersection_ymax <- k_minimum(y_true[ ,4], y_pred[ ,4])
area_intersection <- (intersection_xmax - intersection_xmin) *
(intersection_ymax - intersection_ymin)
area_y <- (y_true[ ,3] - y_true[ ,1]) * (y_true[ ,4] - y_true[ ,2])
area_yhat <- (y_pred[ ,3] - y_pred[ ,1]) * (y_pred[ ,4] - y_pred[ ,2])
area_union <- area_y + area_yhat - area_intersection
iou <- area_intersection/area_union
k_mean(iou)
}
Now compile the model.
model %>% compile(
optimizer = "adam",
loss = "mae",
metrics = list(custom_metric("iou", metric_iou))
)
Now we have to modify the generator to return bounding box coordinates as targets…
localization_generator <-
function(data,
target_height,
target_width,
shuffle,
batch_size) {
i <- 1
function() {
if (shuffle) {
indices <- sample(1:nrow(data), size = batch_size)
} else {
if (i + batch_size >= nrow(data))
i <<- 1
indices <- c(i:min(i + batch_size - 1, nrow(data)))
i <<- i + length(indices)
}
x <-
array(0, dim = c(length(indices), target_height, target_width, 3))
y <- array(0, dim = c(length(indices), 4))
for (j in 1:length(indices)) {
x[j, , , ] <-
load_and_preprocess_image(data[[indices[j], "file_name"]],
target_height, target_width)
y[j, ] <-
data[indices[j], c("x_left_scaled",
"y_top_scaled",
"x_right_scaled",
"y_bottom_scaled")] %>% as.matrix()
}
x <- x / 255
list(x, y)
}
}
train_gen <- localization_generator(
train_data,
target_height = target_height,
target_width = target_width,
shuffle = TRUE,
batch_size = batch_size
)
valid_gen <- localization_generator(
validation_data,
target_height = target_height,
target_width = target_width,
shuffle = FALSE,
batch_size = batch_size
)
This time, we’ll want to train for a short time, say 5 epochs, so we have fun and can draw some bouding boxes.
Start training now, and let’s proceed to the next task /exercise.
model %>% fit_generator(
train_gen,
epochs = 5,
steps_per_epoch = nrow(train_data) / batch_size,
validation_data = valid_gen,
validation_steps = nrow(validation_data) / batch_size,
callbacks = list(
callback_early_stopping(patience = 2)
)
)
Epoch 1/5
1/1000 [..............................] - ETA: 1:30:35 - loss: 123.8341 - iou: -0.0794
2/1000 [..............................] - ETA: 47:09 - loss: 121.5257 - iou: -0.4959
3/1000 [..............................] - ETA: 32:49 - loss: 114.0085 - iou: -0.3281
4/1000 [..............................] - ETA: 25:35 - loss: 112.8897 - iou: -0.5801
5/1000 [..............................] - ETA: 21:13 - loss: 120.1069 - iou: -0.6932
6/1000 [..............................] - ETA: 18:18 - loss: 122.1243 - iou: -0.3400
7/1000 [..............................] - ETA: 16:15 - loss: 125.4251 - iou: -0.2500
8/1000 [..............................] - ETA: 14:40 - loss: 124.6797 - iou: 0.4286
9/1000 [..............................] - ETA: 13:27 - loss: 122.9883 - iou: 0.3890
10/1000 [..............................] - ETA: 12:28 - loss: 122.5025 - iou: 0.3537
11/1000 [..............................] - ETA: 11:51 - loss: 122.4507 - iou: 0.3511
12/1000 [..............................] - ETA: 11:10 - loss: 123.8110 - iou: 0.2840
13/1000 [..............................] - ETA: 10:35 - loss: 122.9419 - iou: 0.2623
14/1000 [..............................] - ETA: 10:05 - loss: 121.9538 - iou: 0.2433
15/1000 [..............................] - ETA: 9:39 - loss: 122.2038 - iou: 0.2342
16/1000 [..............................] - ETA: 9:17 - loss: 121.3045 - iou: 0.1870
17/1000 [..............................] - ETA: 8:56 - loss: 120.8008 - iou: 0.1768
18/1000 [..............................] - ETA: 8:38 - loss: 122.6695 - iou: 0.1380
19/1000 [..............................] - ETA: 8:22 - loss: 122.2943 - iou: 0.1470
20/1000 [..............................] - ETA: 8:07 - loss: 123.4541 - iou: 0.1056
21/1000 [..............................] - ETA: 7:54 - loss: 122.9223 - iou: 0.1010
22/1000 [..............................] - ETA: 7:42 - loss: 122.9248 - iou: 0.1474
23/1000 [..............................] - ETA: 7:31 - loss: 122.4548 - iou: 0.1434
24/1000 [..............................] - ETA: 7:21 - loss: 123.4764 - iou: 0.1682
25/1000 [..............................] - ETA: 7:12 - loss: 123.4030 - iou: 0.1073
26/1000 [..............................] - ETA: 7:04 - loss: 122.6612 - iou: 0.1037
27/1000 [..............................] - ETA: 6:57 - loss: 122.0356 - iou: 0.1110
28/1000 [..............................] - ETA: 6:53 - loss: 122.0398 - iou: 0.1194
29/1000 [..............................] - ETA: 6:46 - loss: 122.0564 - iou: 0.0877
30/1000 [..............................] - ETA: 6:39 - loss: 121.4794 - iou: 0.1087
31/1000 [..............................] - ETA: 6:33 - loss: 121.0111 - iou: 0.1050
32/1000 [..............................] - ETA: 6:27 - loss: 120.5907 - iou: 0.1142
33/1000 [..............................] - ETA: 6:21 - loss: 121.0077 - iou: 0.1108
34/1000 [>.............................] - ETA: 6:16 - loss: 119.2883 - iou: 0.1146
35/1000 [>.............................] - ETA: 6:11 - loss: 119.7014 - iou: 0.0799
36/1000 [>.............................] - ETA: 6:06 - loss: 121.4137 - iou: 0.0393
37/1000 [>.............................] - ETA: 6:02 - loss: 121.2174 - iou: 0.0618
38/1000 [>.............................] - ETA: 5:58 - loss: 120.9910 - iou: 0.0699
39/1000 [>.............................] - ETA: 5:54 - loss: 120.7992 - iou: 0.0521
40/1000 [>.............................] - ETA: 5:50 - loss: 120.4428 - iou: 0.0637
41/1000 [>.............................] - ETA: 5:46 - loss: 120.2685 - iou: 0.0623
42/1000 [>.............................] - ETA: 5:43 - loss: 119.8767 - iou: 0.0462
43/1000 [>.............................] - ETA: 5:40 - loss: 119.8971 - iou: 0.0221
44/1000 [>.............................] - ETA: 5:37 - loss: 119.9185 - iou: 0.0227
45/1000 [>.............................] - ETA: 5:34 - loss: 120.5982 - iou: 0.0267
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47/1000 [>.............................] - ETA: 5:30 - loss: 120.5636 - iou: 0.0134
48/1000 [>.............................] - ETA: 5:28 - loss: 120.7976 - iou: 0.0159
49/1000 [>.............................] - ETA: 5:25 - loss: 120.4558 - iou: 0.0159
50/1000 [>.............................] - ETA: 5:22 - loss: 121.0008 - iou: -0.0145
51/1000 [>.............................] - ETA: 5:20 - loss: 121.2826 - iou: 0.0897
52/1000 [>.............................] - ETA: 5:17 - loss: 121.7022 - iou: 0.0947
53/1000 [>.............................] - ETA: 5:15 - loss: 121.8921 - iou: 0.1098
54/1000 [>.............................] - ETA: 5:13 - loss: 121.3894 - iou: 0.1135
55/1000 [>.............................] - ETA: 5:10 - loss: 121.6070 - iou: 0.1116
56/1000 [>.............................] - ETA: 5:08 - loss: 121.4399 - iou: 0.1103
57/1000 [>.............................] - ETA: 5:06 - loss: 121.2868 - iou: 0.1116
58/1000 [>.............................] - ETA: 5:04 - loss: 120.8019 - iou: 0.1101
59/1000 [>.............................] - ETA: 5:02 - loss: 120.9044 - iou: 0.0882
60/1000 [>.............................] - ETA: 5:00 - loss: 120.9872 - iou: 0.0990
61/1000 [>.............................] - ETA: 4:58 - loss: 121.0924 - iou: 0.0981
62/1000 [>.............................] - ETA: 4:57 - loss: 120.8500 - iou: 0.0970
63/1000 [>.............................] - ETA: 4:55 - loss: 120.6711 - iou: 0.0993
64/1000 [>.............................] - ETA: 4:53 - loss: 120.7707 - iou: 0.0858
65/1000 [>.............................] - ETA: 4:52 - loss: 120.9753 - iou: 0.4518
66/1000 [>.............................] - ETA: 4:50 - loss: 121.0511 - iou: 0.5864
67/1000 [=>............................] - ETA: 4:49 - loss: 120.9852 - iou: 0.5691
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86/1000 [=>............................] - ETA: 4:27 - loss: 119.7727 - iou: 0.3773
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88/1000 [=>............................] - ETA: 4:25 - loss: 119.5187 - iou: 0.3568
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90/1000 [=>............................] - ETA: 4:24 - loss: 119.5390 - iou: 0.3494
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93/1000 [=>............................] - ETA: 4:21 - loss: 119.3463 - iou: 0.2631
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98/1000 [=>............................] - ETA: 4:17 - loss: 118.9216 - iou: 0.2404
99/1000 [=>............................] - ETA: 4:16 - loss: 118.8251 - iou: 0.2190
100/1000 [==>...........................] - ETA: 4:15 - loss: 119.1426 - iou: 0.2114
101/1000 [==>...........................] - ETA: 4:14 - loss: 119.1797 - iou: 0.2036
102/1000 [==>...........................] - ETA: 4:13 - loss: 119.0124 - iou: 0.2016
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1000/1000 [==============================] - 267s 267ms/step - loss: 82.1210 - iou: -0.2045 - val_loss: 33.9797 - val_iou: 0.3819
Epoch 2/5
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1000/1000 [==============================] - 257s 257ms/step - loss: 34.6720 - iou: 0.3806 - val_loss: 33.9237 - val_iou: 0.3895
Epoch 3/5
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Here’s a convenience function that displays an image, the ground truth box of the most salient object (as defined above), and if given, class and bounding box predictions.
plot_image_with_boxes <- function(file_name,
object_class,
box,
scaled = FALSE,
class_pred = NULL,
box_pred = NULL) {
img <- image_read(file.path(img_dir, file_name))
if(scaled) img <- image_resize(img, geometry = "224x224!")
img <- image_draw(img)
x_left <- box[1]
y_bottom <- box[2]
x_right <- box[3]
y_top <- box[4]
rect(
x_left,
y_bottom,
x_right,
y_top,
border = "cyan",
lwd = 2.5
)
text(
x_left,
y_top,
object_class,
offset = 1,
pos = 2,
cex = 1.5,
col = "cyan"
)
if (!is.null(box_pred))
rect(box_pred[1],
box_pred[2],
box_pred[3],
box_pred[4],
border = "yellow",
lwd = 2.5)
if (!is.null(class_pred))
text(
box_pred[1],
box_pred[2],
class_pred,
offset = 0,
pos = 4,
cex = 1.5,
col = "yellow")
dev.off()
img %>% image_write(paste0("preds_", file_name))
plot(img)
}
Now look at some predictions from the training set. Given you’ve not been training the model for so long, don’t expect too much.
train_1_8 <- train_data[1:8, c("file_name",
"name",
"x_left_scaled",
"y_top_scaled",
"x_right_scaled",
"y_bottom_scaled")]
for (i in 1:8) {
preds <-
model %>% predict(
load_and_preprocess_image(train_1_8[i, "file_name"],
target_height, target_width),
batch_size = 1
)
plot_image_with_boxes(train_1_8$file_name[i],
train_1_8$name[i],
train_1_8[i, 3:6] %>% as.matrix(),
scaled = TRUE,
box_pred = preds)
}
2018-11-29 21:29:20.221774: W tensorflow/core/common_runtime/bfc_allocator.cc:211] Allocator (GPU_0_bfc) ran out of memory trying to allocate 2.05GiB. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.
2018-11-29 21:29:20.298672: W tensorflow/core/common_runtime/bfc_allocator.cc:211] Allocator (GPU_0_bfc) ran out of memory trying to allocate 2.07GiB. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.
2018-11-29 21:29:20.304855: W tensorflow/core/common_runtime/bfc_allocator.cc:211] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.51GiB. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.
2018-11-29 21:29:20.390210: W tensorflow/core/common_runtime/bfc_allocator.cc:211] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.60GiB. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.
2018-11-29 21:29:20.401587: W tensorflow/core/common_runtime/bfc_allocator.cc:211] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.38GiB. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.
Here are some predictions from a prior training. Looking at the “wrong” predictions, do you have an idea what’s going on?
Now we think how we can obtain class prediction and bounding box at the same time.
Before we look at the code, please go to the quizzes and look at quiz 2, which will ask about the basic approach.
Combining regression and classification into one means we’ll want to have two outputs in our model. We’ll thus use the functional API this time.
Again, we start with XCeption as a feature extractor.
rr feature_extractor <- # tbd
Then, we’ll want a common custom head but at the end, two outputs, one for the class prediction and one for the bounding box regression.
rr input <- feature_extractor\(input common <- feature_extractor\)output %>% # tbd
Then in compile, the losses will have to be a list, like so. You’d also want to experiment with weighting losses differently.
rr model %>% freeze_weights(to = )
model %>% compile(# tbd
To be able to train, we’ll also need to adapt the data generator. But we’ll stop here and move on to (multiple) object detection.